Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "31"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 31 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 72 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 70 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 31, Node N02:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459888 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.190899 -1.160898 0.183058 0.493939 32.375921 2.272423 1.450018 2.807456 0.7129 0.7066 0.3751 nan nan
2459887 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.282155 -1.141068 3.083906 0.506776 1.656752 1.732900 1.865904 5.516536 0.6946 0.6891 0.3839 nan nan
2459886 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.403799 -1.132856 1.624293 0.613475 29.114218 1.565592 1.996151 1.384100 0.7709 0.7525 0.3309 nan nan
2459885 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.195999 1.868778 0.918401 -0.514856 0.197995 2.195647 1.241446 2.824968 0.7449 0.7238 0.3524 nan nan
2459884 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.177481 0.364689 0.175095 0.223400 1.085260 3.051411 2.769820 4.895320 0.6968 0.6807 0.3937 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.338484 1.719288 1.158476 -0.206353 -0.182063 1.834010 9.627846 9.503478 0.7009 0.6904 0.3826 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.307127 2.627648 1.228088 -0.627596 0.038654 2.584520 4.629519 5.896410 0.7043 0.6913 0.3797 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.237989 1.046810 1.004489 -0.759271 1.150845 3.445982 7.008094 2.885829 0.7364 0.7313 0.3332 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.171829 1.737660 1.641851 -0.149090 -0.660849 2.402565 4.841661 6.603957 0.6960 0.6861 0.3953 nan nan
2459879 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.202567 0.509372 0.366874 0.708735 0.640808 4.195757 4.460737 4.293056 0.6841 0.6815 0.4051 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.212015 2.199926 1.784112 0.616941 0.209822 5.178747 8.309268 10.775174 0.6864 0.6886 0.4008 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.202199 2.513134 1.063126 1.753331 1.693888 3.906864 3.946171 5.743841 0.7118 0.6863 0.3885 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.244651 -0.537810 1.415107 -0.406667 0.431649 4.967766 1.583064 6.577813 0.7199 0.7103 0.3919 nan nan
2459874 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.077745 -0.335931 0.197907 0.219212 1.135821 2.272162 0.485088 1.091300 0.7084 0.6869 0.3831 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.095153 0.055640 0.697941 -0.755001 -0.021246 2.410773 1.231202 6.075631 0.7166 0.6848 0.3813 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.268651 -0.009894 0.416057 -0.722202 1.662229 5.134349 1.983310 6.070690 0.7113 0.6900 0.3891 nan nan
2459871 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.279236 -0.446063 0.898779 0.348120 0.868003 3.168017 1.160914 3.548459 0.7170 0.6877 0.3847 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.109978 -0.560251 0.643115 1.809722 1.772952 6.819304 0.909311 1.276700 0.7207 0.6929 0.3872 nan nan
2459869 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.317454 -0.397711 0.857268 2.212556 2.249177 2.912764 1.087695 1.661878 0.7279 0.7088 0.3825 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.128890 2.007089 1.240347 0.126934 -0.213465 3.156097 4.846149 5.711516 0.7113 0.6833 0.3997 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.198784 1.330698 0.455792 -0.358146 -0.469589 4.516967 1.990902 3.395929 0.7232 0.6875 0.3999 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.092745 1.758677 0.589507 0.415484 -0.187913 7.808400 1.987507 2.415602 0.7232 0.6899 0.3909 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.656707 2.751231 6.164125 -0.658249 0.959133 2.275578 2.776702 5.632381 0.7458 0.7159 0.3573 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.234623 1.857025 -1.170745 0.133382 0.286046 3.373676 4.282607 7.548174 0.7217 0.6849 0.4099 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.672681 -0.014455 -0.162898 -0.816939 0.469247 6.012949 3.412195 5.427770 0.7165 0.6764 0.4017 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.674912 -1.275674 -1.582264 0.033496 0.657521 4.090483 0.687953 3.205018 0.7014 0.7109 0.4147 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.453047 -1.255219 -0.126100 -0.298346 0.992833 4.049433 1.294079 3.395552 0.7298 0.6979 0.4074 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.450128 -1.398967 -1.214415 -1.187259 1.289736 0.845632 0.598917 1.819548 0.7348 0.6901 0.4083 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.072342 -1.131911 -0.132185 0.093081 1.439341 3.285819 1.320638 1.153381 0.7373 0.6941 0.4064 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.229358 -1.091442 -0.148384 -0.088406 1.618387 6.835389 1.195618 2.837060 0.7487 0.7000 0.4189 2.700749 2.400283
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 18.086644 -0.437004 5.247696 -0.679385 2.535768 7.538433 7.870921 1.077264 0.0217 0.0255 0.0025 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.686788 -1.083990 -1.108507 -0.884987 0.695572 6.020148 1.010330 1.560805 0.7418 0.7125 0.4052 2.814277 2.502271
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.399964 -0.837371 0.975251 1.296489 -0.384756 5.863928 1.151103 3.586728 0.7211 0.7237 0.4445 3.242229 2.718957
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.727364 1.302818 8.974874 11.741486 -0.109760 3.431213 0.199500 1.611568 0.7475 0.7632 0.4417 2.588061 2.352843
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.248874 0.759446 12.073445 15.095072 0.092733 0.877015 0.421845 1.408046 0.7665 0.7121 0.4234 3.099427 2.719030
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.023714 2.508793 12.497740 16.313292 3.668704 4.474453 9.005893 12.337871 0.8431 0.8331 0.2634 5.099133 4.664132
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.157225 1.307497 11.417235 13.850563 -0.800983 3.689172 0.468164 7.865023 0.7650 0.7681 0.3577 3.083687 2.771716
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.511571 -0.700487 -1.066206 0.039216 0.989295 4.508427 1.332590 2.695458 0.7403 0.7527 0.3835 3.130285 2.709563
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% 1.184248 -1.333144 -0.853136 -0.911326 -0.095541 1.802504 -0.659381 0.247019 0.7441 0.6934 0.4366 1.450191 1.364061
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.509124 -0.976767 -0.766017 -0.853974 1.491774 4.655808 -0.325526 0.616158 0.8550 0.6927 0.4859 2.889798 2.839071
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.170685 -0.143403 -0.772452 0.330243 1.051174 5.523841 2.297259 1.809551 0.7648 0.7652 0.3657 6.161065 3.790693
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 38.926628 2.804989 32.077806 0.701011 6.771450 8.450858 13.315939 6.144606 0.0212 0.0246 0.0025 nan nan
2459843 digital_ok 0.00% 0.66% 0.66% 0.00% 15.22% 0.00% 0.628417 -0.427689 -0.819281 0.736158 3.572230 3.446004 0.548422 0.477919 0.7656 0.7576 0.3890 1.594764 1.550017
2459839 digital_ok 100.00% - - - - - 19.368872 18.390692 87.447244 104.602643 nan nan -29.231224 -30.920487 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.790626 -1.120999 -0.360658 -0.581926 4.344751 7.911837 -0.002383 0.161739 0.0845 0.0838 0.0199 1.301872 1.297796
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0322 0.0358 0.0022 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.871517 0.209646 4.682359 0.940237 -0.454905 3.496883 0.005283 0.782203 0.0320 0.0357 0.0023 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.611834 -0.491319 8.426509 -1.144047 2.622875 6.593590 8.507591 3.502510 0.0256 0.0312 0.0014 nan nan
2459832 digital_ok 100.00% 0.00% 5.38% 0.00% 100.00% 0.00% 1.051284 -1.722033 -0.958989 -1.111017 -0.016086 5.618473 2.850470 2.567895 0.7599 0.4448 0.5758 3.237857 2.741078
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 8.349662 0.354338 62.897778 1.914086 3.083580 -0.043551 22.625634 3.146816 0.0213 0.0298 0.0039 nan nan
2459830 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.665291 -1.724602 -1.044381 -0.531118 1.854841 2.108541 1.725278 2.656296 0.0747 0.0888 0.0263 1.290317 1.277112
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.449159 -1.827647 -0.006157 1.162414 3.592254 5.253950 4.816451 5.037266 0.0815 0.0889 0.0179 1.272835 1.285809
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.734187 -0.958822 -0.433519 1.372845 1.419545 1.782223 5.000282 2.806009 0.0763 0.0866 0.0203 1.165025 1.167826
2459827 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.394918 -1.061621 -0.458191 0.285186 1.880078 3.440095 0.565698 0.170842 0.0835 0.0870 0.0184 1.240258 1.238618
2459826 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.386654 -0.792055 -0.811466 0.026045 2.360801 1.166774 0.555232 1.182994 0.0590 0.0527 0.0048 1.268278 1.273262
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.072068 -1.133362 -0.848241 -1.037123 3.415050 3.982439 1.075951 0.745826 0.0745 0.0857 0.0207 1.215126 1.216567
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.871407 -0.589957 -0.102758 -0.743718 8.719161 9.695631 13.685350 13.446366 0.0877 0.0856 0.0153 1.301131 1.293221
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.493016 -0.538982 -0.755584 -0.769096 0.623416 0.333823 5.486428 9.256052 0.0749 0.0879 0.0185 1.229206 1.230723
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.059623 -0.745309 -0.887356 0.557771 0.227452 0.867948 0.698734 0.467445 0.0800 0.0861 0.0156 1.204562 1.203597
2459821 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.824550 0.193142 -0.759594 0.323972 4.848229 5.480723 3.263589 3.963389 0.0792 0.0811 0.0173 1.198804 1.194659
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.260517 -0.803446 -0.334113 1.709463 14.296243 22.857548 40.347878 40.591685 0.7790 0.6780 0.4379 4.259136 4.143357
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.257851 -0.593335 -0.814301 0.514849 0.123638 1.784633 1.632665 1.597120 0.8197 0.6699 0.5111 1.983361 1.945742
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.596535 -1.132881 -0.905179 -0.952338 3.247810 0.564306 4.930629 5.186673 0.8512 0.6001 0.5963 3.620703 3.413927
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.513806 -0.947110 -1.127263 -0.537534 1.903547 2.156308 2.411232 3.623885 0.8117 0.6740 0.5242 2.076089 1.965279
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 31: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Variability 32.375921 -1.160898 -0.190899 0.493939 0.183058 2.272423 32.375921 2.807456 1.450018

Antenna 31: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 5.516536 -1.141068 -0.282155 0.506776 3.083906 1.732900 1.656752 5.516536 1.865904

Antenna 31: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Variability 29.114218 0.403799 -1.132856 1.624293 0.613475 29.114218 1.565592 1.996151 1.384100

Antenna 31: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 2.824968 1.868778 0.195999 -0.514856 0.918401 2.195647 0.197995 2.824968 1.241446

Antenna 31: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 4.895320 0.364689 -0.177481 0.223400 0.175095 3.051411 1.085260 4.895320 2.769820

Antenna 31: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Discontinuties 9.627846 1.719288 -0.338484 -0.206353 1.158476 1.834010 -0.182063 9.503478 9.627846

Antenna 31: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 5.896410 2.627648 -0.307127 -0.627596 1.228088 2.584520 0.038654 5.896410 4.629519

Antenna 31: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Discontinuties 7.008094 1.046810 0.237989 -0.759271 1.004489 3.445982 1.150845 2.885829 7.008094

Antenna 31: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 6.603957 1.737660 -0.171829 -0.149090 1.641851 2.402565 -0.660849 6.603957 4.841661

Antenna 31: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Discontinuties 4.460737 0.509372 -0.202567 0.708735 0.366874 4.195757 0.640808 4.293056 4.460737

Antenna 31: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 10.775174 2.199926 -0.212015 0.616941 1.784112 5.178747 0.209822 10.775174 8.309268

Antenna 31: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 5.743841 0.202199 2.513134 1.063126 1.753331 1.693888 3.906864 3.946171 5.743841

Antenna 31: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 6.577813 0.244651 -0.537810 1.415107 -0.406667 0.431649 4.967766 1.583064 6.577813

Antenna 31: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 2.272162 0.077745 -0.335931 0.197907 0.219212 1.135821 2.272162 0.485088 1.091300

Antenna 31: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 6.075631 0.095153 0.055640 0.697941 -0.755001 -0.021246 2.410773 1.231202 6.075631

Antenna 31: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 6.070690 -0.009894 0.268651 -0.722202 0.416057 5.134349 1.662229 6.070690 1.983310

Antenna 31: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 3.548459 -0.446063 0.279236 0.348120 0.898779 3.168017 0.868003 3.548459 1.160914

Antenna 31: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 6.819304 0.109978 -0.560251 0.643115 1.809722 1.772952 6.819304 0.909311 1.276700

Antenna 31: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 2.912764 0.317454 -0.397711 0.857268 2.212556 2.249177 2.912764 1.087695 1.661878

Antenna 31: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 5.711516 0.128890 2.007089 1.240347 0.126934 -0.213465 3.156097 4.846149 5.711516

Antenna 31: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 4.516967 0.198784 1.330698 0.455792 -0.358146 -0.469589 4.516967 1.990902 3.395929

Antenna 31: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 7.808400 1.758677 0.092745 0.415484 0.589507 7.808400 -0.187913 2.415602 1.987507

Antenna 31: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Power 6.164125 0.656707 2.751231 6.164125 -0.658249 0.959133 2.275578 2.776702 5.632381

Antenna 31: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 7.548174 1.857025 -0.234623 0.133382 -1.170745 3.373676 0.286046 7.548174 4.282607

Antenna 31: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 6.012949 0.672681 -0.014455 -0.162898 -0.816939 0.469247 6.012949 3.412195 5.427770

Antenna 31: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 4.090483 0.674912 -1.275674 -1.582264 0.033496 0.657521 4.090483 0.687953 3.205018

Antenna 31: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 4.049433 -1.255219 0.453047 -0.298346 -0.126100 4.049433 0.992833 3.395552 1.294079

Antenna 31: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 1.819548 0.450128 -1.398967 -1.214415 -1.187259 1.289736 0.845632 0.598917 1.819548

Antenna 31: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 3.285819 0.072342 -1.131911 -0.132185 0.093081 1.439341 3.285819 1.320638 1.153381

Antenna 31: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 6.835389 -1.091442 0.229358 -0.088406 -0.148384 6.835389 1.618387 2.837060 1.195618

Antenna 31: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Shape 18.086644 -0.437004 18.086644 -0.679385 5.247696 7.538433 2.535768 1.077264 7.870921

Antenna 31: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 6.020148 0.686788 -1.083990 -1.108507 -0.884987 0.695572 6.020148 1.010330 1.560805

Antenna 31: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 5.863928 -0.837371 0.399964 1.296489 0.975251 5.863928 -0.384756 3.586728 1.151103

Antenna 31: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Power 11.741486 1.302818 1.727364 11.741486 8.974874 3.431213 -0.109760 1.611568 0.199500

Antenna 31: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Power 15.095072 0.759446 1.248874 15.095072 12.073445 0.877015 0.092733 1.408046 0.421845

Antenna 31: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Power 16.313292 3.023714 2.508793 12.497740 16.313292 3.668704 4.474453 9.005893 12.337871

Antenna 31: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 31: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Power 13.850563 1.157225 1.307497 11.417235 13.850563 -0.800983 3.689172 0.468164 7.865023

Antenna 31: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 31: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 4.508427 -0.700487 0.511571 0.039216 -1.066206 4.508427 0.989295 2.695458 1.332590

Antenna 31: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 1.802504 -1.333144 1.184248 -0.911326 -0.853136 1.802504 -0.095541 0.247019 -0.659381

Antenna 31: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 4.655808 0.509124 -0.976767 -0.766017 -0.853974 1.491774 4.655808 -0.325526 0.616158

Antenna 31: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 5.523841 -0.143403 1.170685 0.330243 -0.772452 5.523841 1.051174 1.809551 2.297259

Antenna 31: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Shape 38.926628 38.926628 2.804989 32.077806 0.701011 6.771450 8.450858 13.315939 6.144606

Antenna 31: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Variability 3.572230 -0.427689 0.628417 0.736158 -0.819281 3.446004 3.572230 0.477919 0.548422

Antenna 31: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Power 104.602643 18.390692 19.368872 104.602643 87.447244 nan nan -30.920487 -29.231224

Antenna 31: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 7.911837 -1.120999 0.790626 -0.581926 -0.360658 7.911837 4.344751 0.161739 -0.002383

Antenna 31: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Power 4.682359 0.209646 -0.871517 0.940237 4.682359 3.496883 -0.454905 0.782203 0.005283

Antenna 31: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Shape 11.611834 -0.491319 11.611834 -1.144047 8.426509 6.593590 2.622875 3.502510 8.507591

Antenna 31: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 5.618473 1.051284 -1.722033 -0.958989 -1.111017 -0.016086 5.618473 2.850470 2.567895

Antenna 31: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Power 62.897778 8.349662 0.354338 62.897778 1.914086 3.083580 -0.043551 22.625634 3.146816

Antenna 31: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 2.656296 0.665291 -1.724602 -1.044381 -0.531118 1.854841 2.108541 1.725278 2.656296

Antenna 31: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 5.253950 -1.827647 1.449159 1.162414 -0.006157 5.253950 3.592254 5.037266 4.816451

Antenna 31: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Discontinuties 5.000282 -0.958822 0.734187 1.372845 -0.433519 1.782223 1.419545 2.806009 5.000282

Antenna 31: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 3.440095 1.394918 -1.061621 -0.458191 0.285186 1.880078 3.440095 0.565698 0.170842

Antenna 31: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Variability 2.360801 -0.792055 0.386654 0.026045 -0.811466 1.166774 2.360801 1.182994 0.555232

Antenna 31: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 3.982439 -1.133362 0.072068 -1.037123 -0.848241 3.982439 3.415050 0.745826 1.075951

Antenna 31: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok ee Temporal Discontinuties 13.685350 1.871407 -0.589957 -0.102758 -0.743718 8.719161 9.695631 13.685350 13.446366

Antenna 31: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 9.256052 -0.538982 -0.493016 -0.769096 -0.755584 0.333823 0.623416 9.256052 5.486428

Antenna 31: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 0.867948 0.059623 -0.745309 -0.887356 0.557771 0.227452 0.867948 0.698734 0.467445

Antenna 31: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 5.480723 0.193142 0.824550 0.323972 -0.759594 5.480723 4.848229 3.963389 3.263589

Antenna 31: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 40.591685 1.260517 -0.803446 -0.334113 1.709463 14.296243 22.857548 40.347878 40.591685

Antenna 31: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Variability 1.784633 -0.257851 -0.593335 -0.814301 0.514849 0.123638 1.784633 1.632665 1.597120

Antenna 31: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 5.186673 -1.132881 0.596535 -0.952338 -0.905179 0.564306 3.247810 5.186673 4.930629

Antenna 31: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 3.623885 -0.947110 -0.513806 -0.537534 -1.127263 2.156308 1.903547 3.623885 2.411232

Antenna 31: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 31: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: